{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import numpy as np\n",
    "import torch\n",
    "\n",
    "from utils import *\n",
    "\n",
    "chain = make_chain()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=832x832>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = np.load(PATH / 'data/x_000016.npy')\n",
    "x = torch.from_numpy(x)\n",
    "x = chain.coarsen(x[:9], 4)\n",
    "w = chain.vorticity(x)\n",
    "\n",
    "draw(w.reshape(3, 3, 64, 64), zoom=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=104x104>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sandwich(w, mirror=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=104x104>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sandwich(0.7 * w + 0.4 * torch.randn_like(w))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:ssm]",
   "language": "python",
   "name": "conda-env-ssm-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
